Do AI Agents Know When a Task Is Simple? Toward Complexity-Aware Reasoning and Execution
By Junjie Yin · Paper · cs.AI
Large language model (LLM) agents increasingly automate multi-step engineering and informatics workflows, yet they rarely ask how much effort a task actually requires. They often follow a maximum-context-first strategy--re-reading files and dependencies they have already seen--tu